ResearchBenchmarksPhysics-Informed Machine Learning on 1D-Wave (test)Physics-Informed Machine Learning on 1D-Wave (test)Follow1.15Rd (Residual Density)Ours-Sob.0.80523.13265.467.7874May 25, 2026Evaluation resultsMethodMethodLinksRd (Residual Density)Rp (Residual Pressure)Ric (Residual Internal Energy Concentration)Rig (Residual Internal Energy Gradient)Rb1 (Residual Boundary 1)Rb2 (Residual Boundary 2)Sum Rtest (Total Residual Error)Ours-Sob.Training Iterations=40kTraining Iterations=40k2026.051.154.111.549.921.11.114.22NTK-60kTraining Iterations=60kTraining Iterations=60k2026.059.773.971.091.0411.034.08